End-to-end algorithm research in PACT - from signal processing to reconstruction solution to image processing: A review

被引:0
|
作者
Cheng, Jinjin [1 ,2 ]
Wang, Shuilin [1 ,3 ]
Dong, Shirui [1 ]
Wang, Yang [1 ]
Fu, Xuyu [1 ]
Zhang, Jichao [1 ,3 ]
Li, Wenkai [1 ]
Chen, Siyu [1 ]
Zeng, Silue [1 ,4 ]
Ren, Yaguang [1 ]
Ma, Xiaohui [5 ]
Liu, Jinhai [3 ]
Sun, Mingjian [2 ,6 ]
Gao, Rongkang [1 ]
Liu, Chengbo [1 ]
机构
[1] Chinese Acad Sci, Shenzhen Inst Adv Technol, Res Ctr Biomed Opt & Mol Imaging, Key Lab Biomed Imaging Sci & Syst, Shenzhen 518055, Peoples R China
[2] Harbin Inst Technol, China Dept Control Sci & Engn, Weihai 264200, Shandong, Peoples R China
[3] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110004, Peoples R China
[4] Southern Med Univ, Zhujiang Hosp, Dept Hepatobiliary Surg 1, Guangzhou 510280, Peoples R China
[5] First Med Ctr Chinese PLA Gen Hosp, Dept Vasc & Endovasc Surg, Beijing, Peoples R China
[6] Harbin Inst Technol, Dept Control Sci & Engn, Harbin 150001, Heilongjiang, Peoples R China
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
Photoacoustic computed tomography; pre-processing; main transformation; post-processing; deep learning; PHOTOACOUSTIC TOMOGRAPHY; BLIND DECONVOLUTION; NEURAL-NETWORK; IDENTIFICATION; MICROSCOPY; RESOLUTION; FRAMEWORK; REMOVAL; NOISE;
D O I
10.1142/S179354582530006X
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Photoacoustic computed tomography (PACT) is an innovative biomedical imaging technique that has gained significant application in the field of biomedicine due to its ability to visualize optical contrast with high resolution and deep tissue penetration. However, the inherent challenges associated with photoacoustic signal excitation, propagation and detection often result in suboptimal image quality. To overcome these limitations, researchers have developed various advanced algorithms that span the entire image reconstruction pipeline. This review paper aims to present a detailed analysis of the latest advancements in PACT algorithms and synthesize these algorithms into a coherent framework. We provide tripartite analysis - from signal processing to reconstruction solution to image processing, covering a spectrum of techniques. The principles and methodologies, as well as their applicability and limitations, are thoroughly discussed. The primary objective of this study is to provide a thorough review of advanced algorithms applicable to PACT, offering both theoretical foundations and practical guidance for enhancing the imaging effect of PACT.
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页数:43
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